Violence, Development, and Canada’s New Transnational Jurisprudence
Bibliographic record
Abstract
For decades, Canadian-based corporate development projects have been linked to acts of violence in countries all over the world. These acts include sexual violence, destruction of property, community displacement, the use of forced labor, and other forms of violence. While Canada has repeatedly failed to pass legislation holding Canadian-based corporations accountable for human rights abuses committed abroad, Canadian courts are increasingly asserting their jurisdiction over cases of development-related violence. Analyzing two ongoing court cases—Caal v. Hudbay, regarding sexual violence in Guatemala, and Araya v. Nevsun, regarding forced labor in Eritrea— this article examines the potential and limits of law to address the bureaucratic mechanisms and grounded experiences of corporate-development-related violence, and the changing relationship between states, corporations, law, and human rights in the modern global era.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.008 | 0.010 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.032 | 0.065 |
| Scholarly communication | 0.019 | 0.006 |
| Open science | 0.002 | 0.009 |
| Research integrity | 0.006 | 0.013 |
| Insufficient payload (model declined to judge) | 0.005 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".